data set

Dataset statistics

Number of variables	23
Number of observations	3803
Missing cells	6996
Missing cells (%)	8.0%
Duplicate rows	126
Duplicate rows (%)	3.3%
Total size in memory	683.5 KiB
Average record size in memory	184.0 B

Variable types

Categorical	10
Text	3
Numeric	10

Alerts

Dataset has 126 (3.3%) duplicate rows	Duplicates
`price` is highly overall correlated with `price_per_sqft` and 7 other fields	High correlation
`price_per_sqft` is highly overall correlated with `price`	High correlation
`area` is highly overall correlated with `price` and 5 other fields	High correlation
`bedRoom` is highly overall correlated with `price` and 5 other fields	High correlation
`bathroom` is highly overall correlated with `price` and 5 other fields	High correlation
`super_built_up_area` is highly overall correlated with `price` and 7 other fields	High correlation
`built_up_area` is highly overall correlated with `price` and 4 other fields	High correlation
`carpet_area` is highly overall correlated with `price` and 5 other fields	High correlation
`property_type` is highly overall correlated with `price` and 2 other fields	High correlation
`facing` is highly overall correlated with `built_up_area`	High correlation
`servant room` is highly overall correlated with `bathroom` and 1 other fields	High correlation
`store room` is highly imbalanced (56.2%)	Imbalance
`facing` has 1105 (29.1%) missing values	Missing
`super_built_up_area` has 1888 (49.6%) missing values	Missing
`built_up_area` has 2070 (54.4%) missing values	Missing
`carpet_area` has 1859 (48.9%) missing values	Missing
`area` is highly skewed (γ1 = 30.23273447)	Skewed
`built_up_area` is highly skewed (γ1 = 41.21758008)	Skewed
`carpet_area` is highly skewed (γ1 = 24.7960836)	Skewed
`floorNum` has 134 (3.5%) zeros	Zeros
`luxury_score` has 486 (12.8%) zeros	Zeros

Reproduction

Analysis started	2023-10-23 15:47:52.035401
Analysis finished	2023-10-23 15:48:27.043426
Duration	35.01 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

property_type
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	29.8 KiB

flat	2943
house	860

Length

Max length	5
Median length	4
Mean length	4.2261373
Min length	4

Characters and Unicode

Total characters	16072
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	flat
2nd row	flat
3rd row	flat
4th row	flat
5th row	flat

Common Values

Value	Count	Frequency (%)
flat	2943	77.4%
house	860	22.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
flat	2943	77.4%
house	860	22.6%

Most occurring characters

Value	Count	Frequency (%)
f	2943	18.3%
l	2943	18.3%
a	2943	18.3%
t	2943	18.3%
h	860	5.4%
o	860	5.4%
u	860	5.4%
s	860	5.4%
e	860	5.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	16072	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
f	2943	18.3%
l	2943	18.3%
a	2943	18.3%
t	2943	18.3%
h	860	5.4%
o	860	5.4%
u	860	5.4%
s	860	5.4%
e	860	5.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	16072	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
f	2943	18.3%
l	2943	18.3%
a	2943	18.3%
t	2943	18.3%
h	860	5.4%
o	860	5.4%
u	860	5.4%
s	860	5.4%
e	860	5.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16072	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
f	2943	18.3%
l	2943	18.3%
a	2943	18.3%
t	2943	18.3%
h	860	5.4%
o	860	5.4%
u	860	5.4%
s	860	5.4%
e	860	5.4%

society
Text

Distinct	676
Distinct (%)	17.8%
Missing	1
Missing (%)	< 0.1%
Memory size	29.8 KiB

Length

Max length	49
Median length	39
Mean length	16.922672
Min length	1

Characters and Unicode

Total characters	64340
Distinct characters	41
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	291 ?
Unique (%)	7.7%

Sample

1st row	signature global park 4
2nd row	smart world gems
3rd row	pyramid elite
4th row	breez global hill view
5th row	bestech park view sanskruti

Value	Count	Frequency (%)
independent	491	4.9%
the	362	3.6%
dlf	225	2.2%
park	219	2.2%
city	172	1.7%
global	165	1.6%
signature	161	1.6%
emaar	159	1.6%
m3m	156	1.6%
heights	139	1.4%
Other values (783)	7779	77.6%

Most occurring characters

Value	Count	Frequency (%)
e	6935	10.8%
	6228	9.7%
a	6090	9.5%
r	4355	6.8%
n	4270	6.6%
i	3970	6.2%
t	3851	6.0%
s	3627	5.6%
l	3074	4.8%
o	2867	4.5%
Other values (31)	19073	29.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	57544	89.4%
Space Separator	6228	9.7%
Decimal Number	550	0.9%
Other Punctuation	10	< 0.1%
Dash Punctuation	8	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	6935	12.1%
a	6090	10.6%
r	4355	7.6%
n	4270	7.4%
i	3970	6.9%
t	3851	6.7%
s	3627	6.3%
l	3074	5.3%
o	2867	5.0%
d	2550	4.4%
Other values (16)	15955	27.7%

Decimal Number

Value	Count	Frequency (%)
3	216	39.3%
2	83	15.1%
1	76	13.8%
6	62	11.3%
8	35	6.4%
4	19	3.5%
5	17	3.1%
9	15	2.7%
7	14	2.5%
0	13	2.4%

Other Punctuation

Value	Count	Frequency (%)
,	7	70.0%
/	2	20.0%
.	1	10.0%

Space Separator

Value	Count	Frequency (%)
	6228	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	57544	89.4%
Common	6796	10.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	6935	12.1%
a	6090	10.6%
r	4355	7.6%
n	4270	7.4%
i	3970	6.9%
t	3851	6.7%
s	3627	6.3%
l	3074	5.3%
o	2867	5.0%
d	2550	4.4%
Other values (16)	15955	27.7%

Common

Value	Count	Frequency (%)
	6228	91.6%
3	216	3.2%
2	83	1.2%
1	76	1.1%
6	62	0.9%
8	35	0.5%
4	19	0.3%
5	17	0.3%
9	15	0.2%
7	14	0.2%
Other values (5)	31	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	64340	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	6935	10.8%
	6228	9.7%
a	6090	9.5%
r	4355	6.8%
n	4270	6.6%
i	3970	6.2%
t	3851	6.0%
s	3627	5.6%
l	3074	4.8%
o	2867	4.5%
Other values (31)	19073	29.6%

sector
Text

Distinct	113
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	29.8 KiB

Length

Max length	26
Median length	9
Mean length	9.3234289
Min length	7

Characters and Unicode

Total characters	35457
Distinct characters	31
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	sector 36
2nd row	sector 89
3rd row	sector 86
4th row	sohna road
5th row	sector 92

Value	Count	Frequency (%)
sector	3569	46.7%
road	187	2.4%
sohna	175	2.3%
102	113	1.5%
85	110	1.4%
92	105	1.4%
69	94	1.2%
90	91	1.2%
65	90	1.2%
81	90	1.2%
Other values (106)	3012	39.4%

Most occurring characters

Value	Count	Frequency (%)
o	3942	11.1%
	3833	10.8%
s	3824	10.8%
r	3823	10.8%
e	3660	10.3%
c	3622	10.2%
t	3580	10.1%
1	1105	3.1%
0	827	2.3%
8	808	2.3%
Other values (21)	6433	18.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	24106	68.0%
Decimal Number	7518	21.2%
Space Separator	3833	10.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	3942	16.4%
s	3824	15.9%
r	3823	15.9%
e	3660	15.2%
c	3622	15.0%
t	3580	14.9%
a	730	3.0%
d	263	1.1%
n	230	1.0%
h	213	0.9%
Other values (10)	219	0.9%

Decimal Number

Value	Count	Frequency (%)
1	1105	14.7%
0	827	11.0%
8	808	10.7%
9	805	10.7%
6	760	10.1%
7	707	9.4%
3	699	9.3%
2	699	9.3%
5	608	8.1%
4	500	6.7%

Space Separator

Value	Count	Frequency (%)
	3833	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	24106	68.0%
Common	11351	32.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	3942	16.4%
s	3824	15.9%
r	3823	15.9%
e	3660	15.2%
c	3622	15.0%
t	3580	14.9%
a	730	3.0%
d	263	1.1%
n	230	1.0%
h	213	0.9%
Other values (10)	219	0.9%

Common

Value	Count	Frequency (%)
	3833	33.8%
1	1105	9.7%
0	827	7.3%
8	808	7.1%
9	805	7.1%
6	760	6.7%
7	707	6.2%
3	699	6.2%
2	699	6.2%
5	608	5.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	35457	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	3942	11.1%
	3833	10.8%
s	3824	10.8%
r	3823	10.8%
e	3660	10.3%
c	3622	10.2%
t	3580	10.1%
1	1105	3.1%
0	827	2.3%
8	808	2.3%
Other values (21)	6433	18.1%

price
Real number (ℝ)

HIGH CORRELATION

Distinct	473
Distinct (%)	12.5%
Missing	18
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	2.5058045

Minimum	0.07
Maximum	31.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.8 KiB

Quantile statistics

Minimum	0.07
5-th percentile	0.37
Q1	0.94
median	1.5
Q3	2.7
95-th percentile	8.49
Maximum	31.5
Range	31.43
Interquartile range (IQR)	1.76

Descriptive statistics

Standard deviation	2.9501212
Coefficient of variation (CV)	1.177315
Kurtosis	15.257819
Mean	2.5058045
Median Absolute Deviation (MAD)	0.71
Skewness	3.3113347
Sum	9484.47
Variance	8.703215
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.25	83	2.2%
0.9	68	1.8%
1.5	66	1.7%
1.2	66	1.7%
1.1	66	1.7%
1.4	63	1.7%
1.3	60	1.6%
0.95	58	1.5%
2	56	1.5%
1	51	1.3%
Other values (463)	3148	82.8%

Value	Count	Frequency (%)
0.07	1	< 0.1%
0.16	1	< 0.1%
0.17	1	< 0.1%
0.19	1	< 0.1%
0.2	9	0.2%
0.21	6	0.2%
0.22	9	0.2%
0.23	1	< 0.1%
0.24	7	0.2%
0.25	11	0.3%

Value	Count	Frequency (%)
31.5	1	< 0.1%
27.5	1	< 0.1%
26	2	0.1%
25	1	< 0.1%
24	1	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
20	3	0.1%
19.5	2	0.1%
19	3	0.1%

price_per_sqft
Real number (ℝ)

HIGH CORRELATION

Distinct	2651
Distinct (%)	70.0%
Missing	18
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	13800.168

Minimum	4
Maximum	600000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.8 KiB

Quantile statistics

Minimum	4
5-th percentile	4718.2
Q1	6808
median	9000
Q3	13765
95-th percentile	33308.2
Maximum	600000
Range	599996
Interquartile range (IQR)	6957

Descriptive statistics

Standard deviation	23052.006
Coefficient of variation (CV)	1.6704149
Kurtosis	187.04187
Mean	13800.168
Median Absolute Deviation (MAD)	2758
Skewness	11.43922
Sum	52233635
Variance	5.3139496 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	28	0.7%
8000	19	0.5%
12500	17	0.4%
5000	17	0.4%
7500	14	0.4%
6666	14	0.4%
11111	14	0.4%
22222	13	0.3%
8333	13	0.3%
33333	11	0.3%
Other values (2641)	3625	95.3%
(Missing)	18	0.5%

Value	Count	Frequency (%)
4	1	< 0.1%
5	1	< 0.1%
7	1	< 0.1%
9	1	< 0.1%
53	1	< 0.1%
57	1	< 0.1%
58	2	0.1%
60	1	< 0.1%
61	1	< 0.1%
79	1	< 0.1%

Value	Count	Frequency (%)
600000	1	< 0.1%
400000	1	< 0.1%
315789	1	< 0.1%
308333	1	< 0.1%
290948	1	< 0.1%
283333	1	< 0.1%
266666	1	< 0.1%
261194	1	< 0.1%
245398	1	< 0.1%
241666	1	< 0.1%

area
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1312
Distinct (%)	34.7%
Missing	18
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	2845.9995

Minimum	50
Maximum	875000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.8 KiB

Quantile statistics

Minimum	50
5-th percentile	519
Q1	1220
median	1725
Q3	2295
95-th percentile	4200
Maximum	875000
Range	874950
Interquartile range (IQR)	1075

Descriptive statistics

Standard deviation	22783.349
Coefficient of variation (CV)	8.0053947
Kurtosis	974.19183
Mean	2845.9995
Median Absolute Deviation (MAD)	525
Skewness	30.232734
Sum	10772108
Variance	5.1908099 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1650	55	1.4%
1350	51	1.3%
1800	48	1.3%
1950	44	1.2%
3240	43	1.1%
900	39	1.0%
2700	39	1.0%
2000	35	0.9%
2400	25	0.7%
2250	25	0.7%
Other values (1302)	3381	88.9%

Value	Count	Frequency (%)
50	4	0.1%
55	1	< 0.1%
56	1	< 0.1%
57	1	< 0.1%
60	2	0.1%
61	1	< 0.1%
67	2	0.1%
70	1	< 0.1%
72	1	< 0.1%
76	1	< 0.1%

Value	Count	Frequency (%)
875000	1	< 0.1%
642857	1	< 0.1%
620000	1	< 0.1%
566667	1	< 0.1%
215517	1	< 0.1%
98978	1	< 0.1%
82781	1	< 0.1%
65517	2	0.1%
65261	1	< 0.1%
58228	1	< 0.1%

areaWithType
Text

Distinct	2355
Distinct (%)	61.9%
Missing	0
Missing (%)	0.0%
Memory size	29.8 KiB

Length

Max length	124
Median length	119
Mean length	53.841967
Min length	12

Characters and Unicode

Total characters	204761
Distinct characters	35
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1780 ?
Unique (%)	46.8%

Sample

1st row	Super Built up area 1081(100.43 sq.m.)Carpet area: 650 sq.ft. (60.39 sq.m.)
2nd row	Carpet area: 1103 (102.47 sq.m.)
3rd row	Carpet area: 58141 (5401.48 sq.m.)
4th row	Built Up area: 1000 (92.9 sq.m.)Carpet area: 585 sq.ft. (54.35 sq.m.)
5th row	Super Built up area 1995(185.34 sq.m.)Built Up area: 1615 sq.ft. (150.04 sq.m.)Carpet area: 1476 sq.ft. (137.12 sq.m.)

Value	Count	Frequency (%)
area	5728	18.5%
sq.m	3779	12.2%
up	3102	10.0%
built	2393	7.7%
super	1915	6.2%
sq.ft	1779	5.7%
sq.m.)carpet	1208	3.9%
carpet	732	2.4%
sq.m.)built	707	2.3%
plot	682	2.2%
Other values (2846)	8965	28.9%

Most occurring characters

Value	Count	Frequency (%)
	27187	13.3%
.	20907	10.2%
a	13536	6.6%
r	9723	4.7%
e	9587	4.7%
1	9460	4.6%
s	7747	3.8%
q	7611	3.7%
t	7507	3.7%
p	6961	3.4%
Other values (25)	84535	41.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	84919	41.5%
Decimal Number	48415	23.6%
Space Separator	27187	13.3%
Other Punctuation	24038	11.7%
Uppercase Letter	8830	4.3%
Close Punctuation	5686	2.8%
Open Punctuation	5686	2.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	13536	15.9%
r	9723	11.4%
e	9587	11.3%
s	7747	9.1%
q	7611	9.0%
t	7507	8.8%
p	6961	8.2%
u	6932	8.2%
m	5696	6.7%
l	3784	4.5%
Other values (5)	5835	6.9%

Decimal Number

Value	Count	Frequency (%)
1	9460	19.5%
0	6789	14.0%
2	5850	12.1%
5	4855	10.0%
3	4071	8.4%
4	3809	7.9%
6	3772	7.8%
7	3343	6.9%
8	3238	6.7%
9	3228	6.7%

Uppercase Letter

Value	Count	Frequency (%)
B	3102	35.1%
C	1944	22.0%
S	1915	21.7%
U	1187	13.4%
P	682	7.7%

Other Punctuation

Value	Count	Frequency (%)
.	20907	87.0%
:	3131	13.0%

Space Separator

Value	Count	Frequency (%)
	27187	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5686	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5686	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	111012	54.2%
Latin	93749	45.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	13536	14.4%
r	9723	10.4%
e	9587	10.2%
s	7747	8.3%
q	7611	8.1%
t	7507	8.0%
p	6961	7.4%
u	6932	7.4%
m	5696	6.1%
l	3784	4.0%
Other values (10)	14665	15.6%

Common

Value	Count	Frequency (%)
	27187	24.5%
.	20907	18.8%
1	9460	8.5%
0	6789	6.1%
2	5850	5.3%
)	5686	5.1%
(	5686	5.1%
5	4855	4.4%
3	4071	3.7%
4	3809	3.4%
Other values (5)	16712	15.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	204761	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	27187	13.3%
.	20907	10.2%
a	13536	6.6%
r	9723	4.7%
e	9587	4.7%
1	9460	4.6%
s	7747	3.8%
q	7611	3.7%
t	7507	3.7%
p	6961	3.4%
Other values (25)	84535	41.3%

bedRoom
Real number (ℝ)

HIGH CORRELATION

Distinct	19
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3381541

Minimum	1
Maximum	21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.8 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	6
Maximum	21
Range	20
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.8767336
Coefficient of variation (CV)	0.56220699
Kurtosis	18.610254
Mean	3.3381541
Median Absolute Deviation (MAD)	1
Skewness	3.511539
Sum	12695
Variance	3.5221288
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
3	1545	40.6%
2	993	26.1%
4	676	17.8%
5	213	5.6%
1	130	3.4%
6	75	2.0%
9	41	1.1%
8	30	0.8%
12	28	0.7%
7	28	0.7%
Other values (9)	44	1.2%

Value	Count	Frequency (%)
1	130	3.4%
2	993	26.1%
3	1545	40.6%
4	676	17.8%
5	213	5.6%
6	75	2.0%
7	28	0.7%
8	30	0.8%
9	41	1.1%
10	20	0.5%

Value	Count	Frequency (%)
21	1	< 0.1%
20	1	< 0.1%
19	2	0.1%
18	2	0.1%
16	12	0.3%
14	1	< 0.1%
13	4	0.1%
12	28	0.7%
11	1	< 0.1%
10	20	0.5%

bathroom
Real number (ℝ)

HIGH CORRELATION

Distinct	19
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4054694

Minimum	1
Maximum	21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.8 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	6
Maximum	21
Range	20
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.9304562
Coefficient of variation (CV)	0.56686936
Kurtosis	17.745175
Mean	3.4054694
Median Absolute Deviation (MAD)	1
Skewness	3.2570832
Sum	12951
Variance	3.7266613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
3	1112	29.2%
2	1105	29.1%
4	839	22.1%
5	299	7.9%
1	160	4.2%
6	120	3.2%
7	41	1.1%
9	41	1.1%
8	26	0.7%
12	22	0.6%
Other values (9)	38	1.0%

Value	Count	Frequency (%)
1	160	4.2%
2	1105	29.1%
3	1112	29.2%
4	839	22.1%
5	299	7.9%
6	120	3.2%
7	41	1.1%
8	26	0.7%
9	41	1.1%
10	9	0.2%

Value	Count	Frequency (%)
21	1	< 0.1%
20	3	0.1%
18	4	0.1%
17	3	0.1%
16	8	0.2%
14	2	0.1%
13	4	0.1%
12	22	0.6%
11	4	0.1%
10	9	0.2%

balcony
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	29.8 KiB

3+	1202
3	1110
2	925
1	376
0	190

Length

Max length	2
Median length	1
Mean length	1.3160663
Min length	1

Characters and Unicode

Total characters	5005
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	1
4th row	1
5th row	3+

Common Values

Value	Count	Frequency (%)
3+	1202	31.6%
3	1110	29.2%
2	925	24.3%
1	376	9.9%
0	190	5.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	2312	60.8%
2	925	24.3%
1	376	9.9%
0	190	5.0%

Most occurring characters

Value	Count	Frequency (%)
3	2312	46.2%
+	1202	24.0%
2	925	18.5%
1	376	7.5%
0	190	3.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3803	76.0%
Math Symbol	1202	24.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	2312	60.8%
2	925	24.3%
1	376	9.9%
0	190	5.0%

Math Symbol

Value	Count	Frequency (%)
+	1202	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	5005	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	2312	46.2%
+	1202	24.0%
2	925	18.5%
1	376	7.5%
0	190	3.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5005	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	2312	46.2%
+	1202	24.0%
2	925	18.5%
1	376	7.5%
0	190	3.8%

floorNum
Real number (ℝ)

ZEROS

Distinct	43
Distinct (%)	1.1%
Missing	19
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	6.8102537

Minimum	0
Maximum	51
Zeros	134
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	29.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	5
Q3	10
95-th percentile	18
Maximum	51
Range	51
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.0275551
Coefficient of variation (CV)	0.88507056
Kurtosis	4.5493229
Mean	6.8102537
Median Absolute Deviation (MAD)	3
Skewness	1.6987333
Sum	25770
Variance	36.33142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
3	513	13.5%
2	506	13.3%
1	365	9.6%
4	328	8.6%
8	197	5.2%
6	187	4.9%
10	186	4.9%
7	183	4.8%
5	177	4.7%
9	170	4.5%
Other values (33)	972	25.6%

Value	Count	Frequency (%)
0	134	3.5%
1	365	9.6%
2	506	13.3%
3	513	13.5%
4	328	8.6%
5	177	4.7%
6	187	4.9%
7	183	4.8%
8	197	5.2%
9	170	4.5%

Value	Count	Frequency (%)
51	1	< 0.1%
45	1	< 0.1%
44	1	< 0.1%
43	2	0.1%
40	2	0.1%
39	2	0.1%
38	1	< 0.1%
35	2	0.1%
34	2	0.1%
33	4	0.1%

facing
Categorical

HIGH CORRELATION MISSING

Distinct	8
Distinct (%)	0.3%
Missing	1105
Missing (%)	29.1%
Memory size	29.8 KiB

East	642
North-East	639
North	398
West	255
South	233
Other values (3)	531

Length

Max length	10
Median length	5
Mean length	6.8358043
Min length	4

Characters and Unicode

Total characters	18443
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	North-West
2nd row	North-East
3rd row	North-East
4th row	East
5th row	North-East

Common Values

Value	Count	Frequency (%)
East	642	16.9%
North-East	639	16.8%
North	398	10.5%
West	255	6.7%
South	233	6.1%
North-West	200	5.3%
South-East	174	4.6%
South-West	157	4.1%
(Missing)	1105	29.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
east	642	23.8%
north-east	639	23.7%
north	398	14.8%
west	255	9.5%
south	233	8.6%
north-west	200	7.4%
south-east	174	6.4%
south-west	157	5.8%

Most occurring characters

Value	Count	Frequency (%)
t	3868	21.0%
s	2067	11.2%
o	1801	9.8%
h	1801	9.8%
E	1455	7.9%
a	1455	7.9%
N	1237	6.7%
r	1237	6.7%
-	1170	6.3%
W	612	3.3%
Other values (3)	1740	9.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	13405	72.7%
Uppercase Letter	3868	21.0%
Dash Punctuation	1170	6.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	3868	28.9%
s	2067	15.4%
o	1801	13.4%
h	1801	13.4%
a	1455	10.9%
r	1237	9.2%
e	612	4.6%
u	564	4.2%

Uppercase Letter

Value	Count	Frequency (%)
E	1455	37.6%
N	1237	32.0%
W	612	15.8%
S	564	14.6%

Dash Punctuation

Value	Count	Frequency (%)
-	1170	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	17273	93.7%
Common	1170	6.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	3868	22.4%
s	2067	12.0%
o	1801	10.4%
h	1801	10.4%
E	1455	8.4%
a	1455	8.4%
N	1237	7.2%
r	1237	7.2%
W	612	3.5%
e	612	3.5%
Other values (2)	1128	6.5%

Common

Value	Count	Frequency (%)
-	1170	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18443	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	3868	21.0%
s	2067	11.2%
o	1801	9.8%
h	1801	9.8%
E	1455	7.9%
a	1455	7.9%
N	1237	6.7%
r	1237	6.7%
-	1170	6.3%
W	612	3.3%
Other values (3)	1740	9.4%

agePossession
Categorical

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	29.8 KiB

Relatively New	1676
New Property	626
Moderately Old	575
Undefined	333
Old Property	310

Length

Max length	18
Median length	14
Mean length	13.367605
Min length	9

Characters and Unicode

Total characters	50837
Distinct characters	25
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	New Property
2nd row	New Property
3rd row	Under Construction
4th row	New Property
5th row	Relatively New

Common Values

Value	Count	Frequency (%)
Relatively New	1676	44.1%
New Property	626	16.5%
Moderately Old	575	15.1%
Undefined	333	8.8%
Old Property	310	8.2%
Under Construction	283	7.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
new	2302	31.7%
relatively	1676	23.0%
property	936	12.9%
old	885	12.2%
moderately	575	7.9%
undefined	333	4.6%
under	283	3.9%
construction	283	3.9%

Most occurring characters

Value	Count	Frequency (%)
e	8689	17.1%
l	4812	9.5%
t	3753	7.4%
	3470	6.8%
y	3187	6.3%
r	3013	5.9%
d	2409	4.7%
N	2302	4.5%
w	2302	4.5%
i	2292	4.5%
Other values (15)	14608	28.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	40094	78.9%
Uppercase Letter	7273	14.3%
Space Separator	3470	6.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	8689	21.7%
l	4812	12.0%
t	3753	9.4%
y	3187	7.9%
r	3013	7.5%
d	2409	6.0%
w	2302	5.7%
i	2292	5.7%
a	2251	5.6%
o	2077	5.2%
Other values (7)	5309	13.2%

Uppercase Letter

Value	Count	Frequency (%)
N	2302	31.7%
R	1676	23.0%
P	936	12.9%
O	885	12.2%
U	616	8.5%
M	575	7.9%
C	283	3.9%

Space Separator

Value	Count	Frequency (%)
	3470	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	47367	93.2%
Common	3470	6.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	8689	18.3%
l	4812	10.2%
t	3753	7.9%
y	3187	6.7%
r	3013	6.4%
d	2409	5.1%
N	2302	4.9%
w	2302	4.9%
i	2292	4.8%
a	2251	4.8%
Other values (14)	12357	26.1%

Common

Value	Count	Frequency (%)
	3470	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	50837	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	8689	17.1%
l	4812	9.5%
t	3753	7.4%
	3470	6.8%
y	3187	6.3%
r	3013	5.9%
d	2409	4.7%
N	2302	4.5%
w	2302	4.5%
i	2292	4.5%
Other values (15)	14608	28.7%

super_built_up_area
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	593
Distinct (%)	31.0%
Missing	1888
Missing (%)	49.6%
Infinite	0
Infinite (%)	0.0%
Mean	1921.6583

Minimum	89
Maximum	10000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.8 KiB

Quantile statistics

Minimum	89
5-th percentile	761.9
Q1	1457
median	1828
Q3	2215
95-th percentile	3187.1
Maximum	10000
Range	9911
Interquartile range (IQR)	758

Descriptive statistics

Standard deviation	767.16017
Coefficient of variation (CV)	0.39921779
Kurtosis	10.083066
Mean	1921.6583
Median Absolute Deviation (MAD)	372
Skewness	1.8232285
Sum	3679975.6
Variance	588534.73
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1650	38	1.0%
1950	38	1.0%
2000	26	0.7%
1578	25	0.7%
2150	23	0.6%
1640	22	0.6%
2408	20	0.5%
1900	19	0.5%
1350	19	0.5%
1930	18	0.5%
Other values (583)	1667	43.8%
(Missing)	1888	49.6%

Value	Count	Frequency (%)
89	1	< 0.1%
145	1	< 0.1%
161	1	< 0.1%
215	1	< 0.1%
216	1	< 0.1%
325	1	< 0.1%
340	1	< 0.1%
352	1	< 0.1%
380	1	< 0.1%
406	1	< 0.1%

Value	Count	Frequency (%)
10000	1	< 0.1%
6926	1	< 0.1%
6000	1	< 0.1%
5800	2	0.1%
5514	1	< 0.1%
5350	2	0.1%
5200	2	0.1%
4890	1	< 0.1%
4857	2	0.1%
4848	2	0.1%

built_up_area
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	644
Distinct (%)	37.2%
Missing	2070
Missing (%)	54.4%
Infinite	0
Infinite (%)	0.0%
Mean	2360.2414

Minimum	2
Maximum	737147
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.8 KiB

Quantile statistics

Minimum	2
5-th percentile	246.4
Q1	1100
median	1650
Q3	2399
95-th percentile	4662
Maximum	737147
Range	737145
Interquartile range (IQR)	1299

Descriptive statistics

Standard deviation	17719.603
Coefficient of variation (CV)	7.5075385
Kurtosis	1710.1077
Mean	2360.2414
Median Absolute Deviation (MAD)	642
Skewness	41.21758
Sum	4090298.4
Variance	3.1398434 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1800	41	1.1%
3240	37	1.0%
1900	34	0.9%
1350	34	0.9%
2700	33	0.9%
900	28	0.7%
1600	26	0.7%
2000	25	0.7%
1300	25	0.7%
1700	23	0.6%
Other values (634)	1427	37.5%
(Missing)	2070	54.4%

Value	Count	Frequency (%)
2	1	< 0.1%
14	1	< 0.1%
30	1	< 0.1%
33	1	< 0.1%
50	3	0.1%
53	1	< 0.1%
55	1	< 0.1%
56	1	< 0.1%
57	1	< 0.1%
60	5	0.1%

Value	Count	Frequency (%)
737147	1	< 0.1%
13500	1	< 0.1%
11286	1	< 0.1%
9500	1	< 0.1%
9000	7	0.2%
8775	1	< 0.1%
8286	1	< 0.1%
8067.8	1	< 0.1%
8000	1	< 0.1%
7500	2	0.1%

carpet_area
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	733
Distinct (%)	37.7%
Missing	1859
Missing (%)	48.9%
Infinite	0
Infinite (%)	0.0%
Mean	2483.4669

Minimum	15
Maximum	607936
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.8 KiB

Quantile statistics

Minimum	15
5-th percentile	348.3
Q1	824
median	1294
Q3	1786.25
95-th percentile	2945.8
Maximum	607936
Range	607921
Interquartile range (IQR)	962.25

Descriptive statistics

Standard deviation	22375.239
Coefficient of variation (CV)	9.0096787
Kurtosis	627.83936
Mean	2483.4669
Median Absolute Deviation (MAD)	472
Skewness	24.796084
Sum	4827859.7
Variance	5.0065133 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1400	42	1.1%
1800	36	0.9%
1600	36	0.9%
1200	32	0.8%
1500	30	0.8%
1350	28	0.7%
1650	28	0.7%
1450	23	0.6%
1300	23	0.6%
1000	22	0.6%
Other values (723)	1644	43.2%
(Missing)	1859	48.9%

Value	Count	Frequency (%)
15	1	< 0.1%
33	1	< 0.1%
48	1	< 0.1%
50	1	< 0.1%
59	1	< 0.1%
60	1	< 0.1%
66	1	< 0.1%
72	1	< 0.1%
76.44	3	0.1%
77.31	2	0.1%

Value	Count	Frequency (%)
607936	1	< 0.1%
569243	1	< 0.1%
514396	1	< 0.1%
64529	1	< 0.1%
64412	1	< 0.1%
58141	1	< 0.1%
54917	1	< 0.1%
48811	1	< 0.1%
45966	1	< 0.1%
34401	1	< 0.1%

study room
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	29.8 KiB

0	3082
1	721

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3803
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3082	81.0%
1	721	19.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3082	81.0%
1	721	19.0%

Most occurring characters

Value	Count	Frequency (%)
0	3082	81.0%
1	721	19.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3803	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3082	81.0%
1	721	19.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3803	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3082	81.0%
1	721	19.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3803	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3082	81.0%
1	721	19.0%

servant room
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	29.8 KiB

0	2446
1	1357

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3803
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	2446	64.3%
1	1357	35.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2446	64.3%
1	1357	35.7%

Most occurring characters

Value	Count	Frequency (%)
0	2446	64.3%
1	1357	35.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3803	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2446	64.3%
1	1357	35.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	3803	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2446	64.3%
1	1357	35.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3803	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2446	64.3%
1	1357	35.7%

store room
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	29.8 KiB

0	3459
1	344

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3803
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3459	91.0%
1	344	9.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3459	91.0%
1	344	9.0%

Most occurring characters

Value	Count	Frequency (%)
0	3459	91.0%
1	344	9.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3803	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3459	91.0%
1	344	9.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3803	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3459	91.0%
1	344	9.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3803	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3459	91.0%
1	344	9.0%

pooja room
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	29.8 KiB

0	3140
1	663

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3803
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3140	82.6%
1	663	17.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3140	82.6%
1	663	17.4%

Most occurring characters

Value	Count	Frequency (%)
0	3140	82.6%
1	663	17.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3803	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3140	82.6%
1	663	17.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	3803	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3140	82.6%
1	663	17.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3803	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3140	82.6%
1	663	17.4%

others
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	29.8 KiB

0	3382
1	421

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3803
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	3382	88.9%
1	421	11.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3382	88.9%
1	421	11.1%

Most occurring characters

Value	Count	Frequency (%)
0	3382	88.9%
1	421	11.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3803	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3382	88.9%
1	421	11.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	3803	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3382	88.9%
1	421	11.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3803	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3382	88.9%
1	421	11.1%

furnishing_type
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	29.8 KiB

0	2509
1	1078
2	216

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3803
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	2509	66.0%
1	1078	28.3%
2	216	5.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2509	66.0%
1	1078	28.3%
2	216	5.7%

Most occurring characters

Value	Count	Frequency (%)
0	2509	66.0%
1	1078	28.3%
2	216	5.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3803	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2509	66.0%
1	1078	28.3%
2	216	5.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	3803	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2509	66.0%
1	1078	28.3%
2	216	5.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3803	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2509	66.0%
1	1078	28.3%
2	216	5.7%

luxury_score
Real number (ℝ)

ZEROS

Distinct	161
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	70.947936

Minimum	0
Maximum	174
Zeros	486
Zeros (%)	12.8%
Negative	0
Negative (%)	0.0%
Memory size	29.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	31
median	58
Q3	109
95-th percentile	174
Maximum	174
Range	174
Interquartile range (IQR)	78

Descriptive statistics

Standard deviation	52.821789
Coefficient of variation (CV)	0.74451481
Kurtosis	-0.85533655
Mean	70.947936
Median Absolute Deviation (MAD)	37
Skewness	0.47028839
Sum	269815
Variance	2790.1414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	486	12.8%
49	353	9.3%
174	196	5.2%
44	62	1.6%
38	58	1.5%
72	56	1.5%
165	55	1.4%
60	50	1.3%
37	49	1.3%
42	46	1.2%
Other values (151)	2392	62.9%

Value	Count	Frequency (%)
0	486	12.8%
5	6	0.2%
6	6	0.2%
7	43	1.1%
8	30	0.8%
9	9	0.2%
12	7	0.2%
13	10	0.3%
14	12	0.3%
15	43	1.1%

Value	Count	Frequency (%)
174	196	5.2%
169	1	< 0.1%
168	9	0.2%
167	21	0.6%
166	11	0.3%
165	55	1.4%
161	3	0.1%
160	28	0.7%
159	23	0.6%
158	34	0.9%

Auto

	price	price_per_sqft	area	bedRoom	bathroom	floorNum	super_built_up_area	built_up_area	carpet_area	luxury_score	property_type	balcony	facing	agePossession	study room	servant room	store room	pooja room	others	furnishing_type
price	1.000	0.743	0.745	0.683	0.721	0.003	0.774	0.604	0.622	0.217	0.541	0.136	0.022	0.100	0.242	0.368	0.300	0.334	0.033	0.175
price_per_sqft	0.743	1.000	0.206	0.411	0.406	-0.120	0.286	0.129	0.143	0.057	0.199	0.033	0.000	0.057	0.029	0.041	0.000	0.044	0.035	0.021
area	0.745	0.206	1.000	0.631	0.692	0.115	0.949	0.837	0.806	0.259	0.029	0.010	0.022	0.000	0.018	0.015	0.039	0.038	0.042	0.042
bedRoom	0.683	0.411	0.631	1.000	0.863	-0.100	0.802	0.385	0.577	0.062	0.594	0.175	0.031	0.129	0.156	0.317	0.222	0.292	0.077	0.167
bathroom	0.721	0.406	0.692	0.863	1.000	-0.006	0.822	0.468	0.607	0.181	0.472	0.225	0.044	0.111	0.175	0.518	0.244	0.283	0.069	0.197
floorNum	0.003	-0.120	0.115	-0.100	-0.006	1.000	0.155	0.088	0.151	0.223	0.475	0.079	0.000	0.124	0.078	0.080	0.109	0.100	0.028	0.020
super_built_up_area	0.774	0.286	0.949	0.802	0.822	0.155	1.000	0.927	0.895	0.227	1.000	0.304	0.000	0.086	0.116	0.587	0.043	0.154	0.082	0.134
built_up_area	0.604	0.129	0.837	0.385	0.468	0.088	0.927	1.000	0.968	0.290	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.087
carpet_area	0.622	0.143	0.806	0.577	0.607	0.151	0.895	0.968	1.000	0.236	0.000	0.025	0.000	0.000	0.004	0.000	0.000	0.000	0.017	0.000
luxury_score	0.217	0.057	0.259	0.062	0.181	0.223	0.227	0.290	0.236	1.000	0.318	0.223	0.064	0.256	0.185	0.347	0.227	0.191	0.173	0.245
property_type	0.541	0.199	0.029	0.594	0.472	0.475	1.000	0.000	0.000	0.318	1.000	0.210	0.091	0.370	0.128	0.070	0.242	0.254	0.024	0.084
balcony	0.136	0.033	0.010	0.175	0.225	0.079	0.304	0.000	0.025	0.223	0.210	1.000	0.014	0.271	0.182	0.439	0.143	0.195	0.081	0.180
facing	0.022	0.000	0.022	0.031	0.044	0.000	0.000	1.000	0.000	0.064	0.091	0.014	1.000	0.093	0.000	0.042	0.033	0.028	0.000	0.053
agePossession	0.100	0.057	0.000	0.129	0.111	0.124	0.086	0.000	0.000	0.256	0.370	0.271	0.093	1.000	0.144	0.293	0.145	0.189	0.111	0.220
study room	0.242	0.029	0.018	0.156	0.175	0.078	0.116	0.000	0.004	0.185	0.128	0.182	0.000	0.144	1.000	0.182	0.222	0.314	0.032	0.142
servant room	0.368	0.041	0.015	0.317	0.518	0.080	0.587	0.000	0.000	0.347	0.070	0.439	0.042	0.293	0.182	1.000	0.161	0.251	0.000	0.275
store room	0.300	0.000	0.039	0.222	0.244	0.109	0.043	0.000	0.000	0.227	0.242	0.143	0.033	0.145	0.222	0.161	1.000	0.305	0.103	0.160
pooja room	0.334	0.044	0.038	0.292	0.283	0.100	0.154	0.000	0.000	0.191	0.254	0.195	0.028	0.189	0.314	0.251	0.305	1.000	0.034	0.218
others	0.033	0.035	0.042	0.077	0.069	0.028	0.082	0.000	0.017	0.173	0.024	0.081	0.000	0.111	0.032	0.000	0.103	0.034	1.000	0.053
furnishing_type	0.175	0.021	0.042	0.167	0.197	0.020	0.134	0.087	0.000	0.245	0.084	0.180	0.053	0.220	0.142	0.275	0.160	0.218	0.053	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	property_type	society	sector	price	price_per_sqft	area	areaWithType	bedRoom	bathroom	balcony	floorNum	facing	agePossession	super_built_up_area	built_up_area	carpet_area	study room	servant room	store room	pooja room	others	furnishing_type	luxury_score
0	flat	signature global park 4	sector 36	0.82	7585.0	1081.0	Super Built up area 1081(100.43 sq.m.)Carpet area: 650 sq.ft. (60.39 sq.m.)	3.0	2.0	2	2.0	NaN	New Property	1081.0	NaN	650.0	0	0	0	0	0	0	8
1	flat	smart world gems	sector 89	0.95	8600.0	1105.0	Carpet area: 1103 (102.47 sq.m.)	2.0	2.0	2	4.0	NaN	New Property	NaN	NaN	1103.0	1	1	0	0	0	0	38
2	flat	pyramid elite	sector 86	0.46	79.0	58228.0	Carpet area: 58141 (5401.48 sq.m.)	2.0	2.0	1	0.0	NaN	Under Construction	NaN	NaN	58141.0	0	0	0	0	0	0	15
3	flat	breez global hill view	sohna road	0.32	5470.0	585.0	Built Up area: 1000 (92.9 sq.m.)Carpet area: 585 sq.ft. (54.35 sq.m.)	2.0	2.0	1	17.0	NaN	New Property	NaN	1000.00	585.0	0	0	0	0	0	0	49
4	flat	bestech park view sanskruti	sector 92	1.60	8020.0	1995.0	Super Built up area 1995(185.34 sq.m.)Built Up area: 1615 sq.ft. (150.04 sq.m.)Carpet area: 1476 sq.ft. (137.12 sq.m.)	3.0	4.0	3+	10.0	North-West	Relatively New	1995.0	1615.00	1476.0	0	1	0	0	1	1	174
5	flat	suncity avenue	sector 102	0.48	9022.0	532.0	Super Built up area 632(58.71 sq.m.)Carpet area: 532 sq.ft. (49.42 sq.m.)	2.0	2.0	1	5.0	North-East	Relatively New	632.0	NaN	532.0	0	0	1	0	0	0	159
6	flat	paras quartier	gwal pahari	7.50	14018.0	5350.0	Super Built up area 5350(497.03 sq.m.)	4.0	4.0	3+	20.0	North-East	New Property	5350.0	NaN	NaN	0	1	0	1	1	1	49
7	flat	experion the heartsong	sector 108	2.00	8554.0	2338.0	Super Built up area 2338(217.21 sq.m.)	3.0	3.0	3+	14.0	East	Relatively New	2338.0	NaN	NaN	0	1	0	0	0	0	95
8	flat	adani m2k oyster grande	sector 102	1.90	9105.0	2087.0	Super Built up area 1889(175.49 sq.m.)	3.0	4.0	3	8.0	North-East	Relatively New	1889.0	NaN	NaN	0	1	0	0	0	0	165
9	house	independent	sector 105	1.20	10122.0	1186.0	Plot area 1185.51(110.14 sq.m.)	6.0	2.0	1	2.0	North-West	Old Property	NaN	1185.51	NaN	0	0	0	0	0	0	9

	property_type	society	sector	price	price_per_sqft	area	areaWithType	bedRoom	bathroom	balcony	floorNum	facing	agePossession	super_built_up_area	built_up_area	carpet_area	study room	servant room	store room	pooja room	furnishing_type	luxury_score
3793	flat	gls arawali homes	sohna road	0.27	4687.0	576.0	Carpet area: 576 (53.51 sq.m.)	2.0	2.0	2	1.0	East	New Property	NaN	NaN	576.0	0	0	0	0	0	35
3794	house	independent	sector 27	8.00	26298.0	3042.0	Plot area 338(282.61 sq.m.)	9.0	9.0	3	4.0	North-East	Relatively New	NaN	3042.0	NaN	1	1	1	1	2	110
3795	flat	eldeco accolade	sohna road	0.87	5965.0	1459.0	Super Built up area 1457(135.36 sq.m.)Carpet area: 849 sq.ft. (78.87 sq.m.)	2.0	2.0	3+	10.0	NaN	Relatively New	1457.0	NaN	849.0	1	0	0	0	0	72
3796	flat	paras dews	sector 106	0.92	6642.0	1385.0	Super Built up area 1385(128.67 sq.m.)Built Up area: 940 sq.ft. (87.33 sq.m.)Carpet area: 845 sq.ft. (78.5 sq.m.)	2.0	2.0	3+	2.0	East	Relatively New	1385.0	940.0	845.0	0	0	0	0	0	174
3797	house	surendra homes dayaindependentd colony	sector 6	0.75	15625.0	480.0	Built Up area: 480 (44.59 sq.m.)	4.0	4.0	2	1.0	NaN	Undefined	NaN	480.0	NaN	0	0	0	0	0	0
3798	flat	pivotal devaan	sector 84	0.37	6346.0	583.0	Super Built up area 583(54.16 sq.m.)Carpet area: 483 sq.ft. (44.87 sq.m.)	2.0	2.0	1	5.0	North-West	Relatively New	583.0	NaN	483.0	0	0	0	0	0	73
3799	house	international city by sobha phase 1	sector 109	6.00	9634.0	6228.0	Plot area 692(578.6 sq.m.)	5.0	5.0	3+	2.0	South-West	Relatively New	NaN	6228.0	NaN	1	1	1	1	0	160
3800	flat	ansal api celebrity suites	sector 2	0.60	8163.0	735.0	Super Built up area 735(68.28 sq.m.)	1.0	1.0	1	5.0	North-East	Moderately Old	735.0	NaN	NaN	0	0	0	0	1	67
3801	house	independent	sector 43	15.50	28233.0	5490.0	Plot area 610(510.04 sq.m.)	5.0	6.0	3	3.0	East	Moderately Old	NaN	5490.0	NaN	1	1	1	1	0	76
3802	flat	m3m ikonic	sector 68	1.78	9128.0	1950.0	Super Built up area 1950(181.16 sq.m.)Built Up area: 1845 sq.ft. (171.41 sq.m.)Carpet area: 1530 sq.ft. (142.14 sq.m.)	3.0	3.0	3+	27.0	South	Relatively New	1950.0	1845.0	1530.0	0	0	0	0	1	126

Most frequently occurring

	property_type	society	sector	price	price_per_sqft	area	areaWithType	bedRoom	bathroom	balcony	floorNum	facing	agePossession	super_built_up_area	built_up_area	carpet_area	study room	servant room	others	furnishing_type	luxury_score	# duplicates
0	flat	ambience caitriona	sector 24	14.00	200000.0	700.0	Built Up area: 700 (65.03 sq.m.)	4.0	5.0	3	3.0	East	Undefined	NaN	700.0	NaN	0	0	0	0	0	2
1	flat	ansal heights 86	sector 86	0.90	5325.0	1690.0	Built Up area: 1690 (157.01 sq.m.)	3.0	3.0	2	10.0	NaN	New Property	NaN	1690.0	NaN	0	0	0	0	29	2
2	flat	ansal heights 86	sector 86	1.30	4666.0	2786.0	Super Built up area 2786(258.83 sq.m.)	4.0	6.0	2	11.0	East	New Property	2786.0	NaN	NaN	0	1	1	0	86	2
3	flat	ansal housing highland park	sector 103	0.88	6429.0	1369.0	Super Built up area 1361(126.44 sq.m.)	2.0	2.0	3	3.0	NaN	New Property	1361.0	NaN	NaN	0	0	0	0	52	2
4	flat	antriksh heights	sector 84	0.85	5556.0	1530.0	Super Built up area 1350(125.42 sq.m.)	2.0	2.0	3	10.0	North-West	New Property	1350.0	NaN	NaN	1	0	1	0	24	2
5	flat	apartment	sector 92	0.75	4687.0	1600.0	Carpet area: 1600 (148.64 sq.m.)	3.0	4.0	3	2.0	East	Moderately Old	NaN	NaN	1600.0	1	0	0	0	113	2
6	flat	ashiana anmol	sohna road	0.88	11125.0	791.0	Super Built up area 1275(118.45 sq.m.)Carpet area: 791 sq.ft. (73.49 sq.m.)	2.0	2.0	2	13.0	East	Relatively New	1275.0	NaN	791.0	0	0	0	2	127	2
7	flat	assotech blith	sector 99	0.92	6739.0	1365.0	Super Built up area 1365(126.81 sq.m.)	2.0	2.0	3+	22.0	NaN	Under Construction	1365.0	NaN	NaN	0	0	0	0	56	2
8	flat	assotech blith	sector 99	1.90	6702.0	2835.0	Built Up area: 2835 (263.38 sq.m.)	4.0	4.0	3+	2.0	North-East	Undefined	NaN	2835.0	NaN	0	0	0	0	51	2
9	flat	ats tourmaline	sector 109	2.30	8897.0	2585.0	Super Built up area 2585(240.15 sq.m.)	3.0	4.0	3+	10.0	East	New Property	2585.0	NaN	NaN	0	1	1	0	74	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Other Punctuation

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Other Punctuation

Space Separator

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Math Symbol

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category